{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c982abca",
   "metadata": {},
   "source": [
    "# Interpretation 9: Different plotting metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d8f94f0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checkpoint directory created: ./model\n",
      "saving model version 0.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "| train_loss: 1.25e-02 | test_loss: 1.37e-02 | reg: 5.02e+00 | : 100%|█| 20/20 [00:11<00:00,  1.75it"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'train_loss': [array(0.17896424, dtype=float32),\n",
       "  array(0.08899125, dtype=float32),\n",
       "  array(0.06212769, dtype=float32),\n",
       "  array(0.04306886, dtype=float32),\n",
       "  array(0.03621773, dtype=float32),\n",
       "  array(0.02867546, dtype=float32),\n",
       "  array(0.02382334, dtype=float32),\n",
       "  array(0.01893419, dtype=float32),\n",
       "  array(0.01598542, dtype=float32),\n",
       "  array(0.01319962, dtype=float32),\n",
       "  array(0.01318429, dtype=float32),\n",
       "  array(0.01252033, dtype=float32),\n",
       "  array(0.01251178, dtype=float32),\n",
       "  array(0.01251178, dtype=float32),\n",
       "  array(0.01251178, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32)],\n",
       " 'test_loss': [array(0.18325199, dtype=float32),\n",
       "  array(0.09601252, dtype=float32),\n",
       "  array(0.06711859, dtype=float32),\n",
       "  array(0.04385042, dtype=float32),\n",
       "  array(0.03504045, dtype=float32),\n",
       "  array(0.02943301, dtype=float32),\n",
       "  array(0.02415507, dtype=float32),\n",
       "  array(0.01800262, dtype=float32),\n",
       "  array(0.01676381, dtype=float32),\n",
       "  array(0.01431763, dtype=float32),\n",
       "  array(0.01438748, dtype=float32),\n",
       "  array(0.0137617, dtype=float32),\n",
       "  array(0.01370585, dtype=float32),\n",
       "  array(0.01370585, dtype=float32),\n",
       "  array(0.01370585, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32)],\n",
       " 'reg': [array(11.809981, dtype=float32),\n",
       "  array(12.058568, dtype=float32),\n",
       "  array(11.58765, dtype=float32),\n",
       "  array(10.720481, dtype=float32),\n",
       "  array(9.231625, dtype=float32),\n",
       "  array(8.005951, dtype=float32),\n",
       "  array(6.5359507, dtype=float32),\n",
       "  array(5.566658, dtype=float32),\n",
       "  array(5.2204885, dtype=float32),\n",
       "  array(5.0482483, dtype=float32),\n",
       "  array(5.0403495, dtype=float32),\n",
       "  array(5.0178876, dtype=float32),\n",
       "  array(5.0150723, dtype=float32),\n",
       "  array(5.0150723, dtype=float32),\n",
       "  array(5.0150723, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32)]}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from kan import *\n",
    "model = KAN(width=[2,5,1])\n",
    "f = lambda x: torch.exp(torch.sin(torch.pi*x[:,[0]]) + x[:,[1]]**2)\n",
    "dataset = create_dataset(f, n_var=2)\n",
    "model.fit(dataset, steps = 20, lamb=1e-3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d3d21503",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(metric='forward_u', scale=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5d90fec0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(metric='backward', scale=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "bc96542c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checkpoint directory created: ./model\n",
      "saving model version 0.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "| train_loss: 2.96e-02 | test_loss: 4.16e-02 | reg: 1.07e+01 | : 100%|█| 50/50 [00:15<00:00,  3.28it"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = KAN(width=[4,2,1], seed=42, grid=5)\n",
    "f = lambda x: (x[:,[0]]**2 + x[:,[1]]**2)**2 + (x[:,[2]]**2 + x[:,[3]]**2)**2\n",
    "dataset = create_dataset(f, n_var=4)\n",
    "model.fit(dataset, steps = 50, lamb=1e-3, lamb_entropy=10.);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "e163cd5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.2\n"
     ]
    }
   ],
   "source": [
    "model.auto_swap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "d3f7f09b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(scale=1.0, beta=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "e93231a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(metric='forward_u', scale=1.0, beta=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61c20c87",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
